A systematic review and meta-analysis of machine learning, deep learning, and ensemble learning approaches in predicting EV charging behavior

E Yaghoubi, E Yaghoubi, A Khamees, D Razmi… - … Applications of Artificial …, 2024 - Elsevier
Abstract Machine learning (ML) and deep learning (DL) have enabled algorithms to
autonomously acquire knowledge from data, facilitating predictive and decision-making …

A comprehensive overview of AI based methods for SoC estimation of Li-ion Batteries in EV

I Baccouche, NEB Amara - 2024 10th International Conference …, 2024 - ieeexplore.ieee.org
State of charge (SoC) estimation is a critical aspect of managing lithium-ion (Li-ion) batteries
in electric vehicles (EVs). Various Artificial Intelligence (AI) techniques have been used to …

Model-Based State-of-Charge Estimation of 28 V LiFePO4 Aircraft Battery

Y Gao, T Nguyen, S Onori - SAE International Journal of Electrified Vehicles, 2024 - sae.org
This article introduces an advanced state-of-charge (SOC) estimation method customized for
28 V LiFePO4 (LFP) helicopter batteries. The battery usage profile is characterized by four …

AdaBoost. Rt-LSTM Based Joint SOC and SOH Estimation Method for Retired Batteries

R Li, P Liu, K Li, X Zhang - Batteries, 2023 - mdpi.com
Achieving accurate retired battery state of health (SOH) and state of charge (SOC)
estimation is a safe prerequisite for securing the battery secondary utilization and thus …

[HTML][HTML] A Comparative Study of Electric Vehicles Battery State of Charge Estimation Based on Machine Learning and Real Driving Data

S Ariche, Z Boulghasoul, A El Ouardi… - Journal of Low Power …, 2024 - mdpi.com
Electric vehicles (EVs) are rising in the automotive industry, replacing combustion engines
and increasing their global market presence. These vehicles offer zero emissions during …

Enhancing power transformer health assessment through dimensional reduction and ensemble approaches in Dissolved Gas Analysis

A Hechifa, S Dutta, A Lakehal, HA Illias… - IET …, 2024 - Wiley Online Library
Transformer health analysis using Dissolved Gas Analysis is crucial for diagnosing power
transformer faults. This paper proposes an innovative approach to diagnose power …

Research on SOC Estimation Method for Lithium-Ion Batteries Based on Neural Network

C Zhang, X Xu, Y Li, J Huang, C Li, W Sun - World Electric Vehicle …, 2023 - mdpi.com
With the increasingly serious problem of environmental pollution, new energy vehicles have
become a hot spot in today's research. The lithium-ion battery has become the mainstream …